{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x5257b00>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x768 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8), dpi = 96)\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "ax.set_xlabel(\"angle\")\n",
    "ax.set_ylabel(\"sine\")\n",
    "ax.plot(np.random.rand(10),np.random.rand(10),\"red.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
